A review of psychophysiological measures to assess cognitive states in real-world driving

M Lohani, BR Payne, DL Strayer - Frontiers in human neuroscience, 2019 - frontiersin.org
As driving functions become increasingly automated, motorists run the risk of becoming
cognitively removed from the driving process. Psychophysiological measures may provide …

HeartPy: A novel heart rate algorithm for the analysis of noisy signals

P Van Gent, H Farah, N Van Nes… - … research part F: traffic …, 2019 - Elsevier
Heart rate data are often collected in human factors studies, including those into vehicle
automation. Advances in open hardware platforms and off-the-shelf photoplethysmogram …

Facial video-based remote physiological measurement via self-supervised learning

Z Yue, M Shi, S Ding - IEEE Transactions on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Facial video-based remote physiological measurement aims to estimate remote
photoplethysmography (rPPG) signals from human facial videos and then measure multiple …

A comprehensive accuracy assessment of Samsung smartwatch heart rate and heart rate variability

F Sarhaddi, K Kazemi, I Azimi, R Cao, H Niela-Vilén… - PloS one, 2022 - journals.plos.org
Background Photoplethysmography (PPG) is a low-cost and easy-to-implement method to
measure vital signs, including heart rate (HR) and pulse rate variability (PRV) which widely …

Detecting beats in the photoplethysmogram: benchmarking open-source algorithms

PH Charlton, K Kotzen, E Mejía-Mejía… - Physiological …, 2022 - iopscience.iop.org
The photoplethysmogram (PPG) signal is widely used in pulse oximeters and smartwatches.
A fundamental step in analysing the PPG is the detection of heartbeats. Several PPG beat …

Automated driving reduces perceived workload, but monitoring causes higher cognitive load than manual driving

J Stapel, FA Mullakkal-Babu, R Happee - Transportation research part F …, 2019 - Elsevier
Driver mental workload is an important factor in the operational safety of automated driving.
In this study, workload was evaluated subjectively (NASA R-TLX) and objectively (auditory …

[HTML][HTML] Trends in heart rate and heart rate variability during pregnancy and the 3-month postpartum period: continuous monitoring in a free-living context

F Sarhaddi, I Azimi, A Axelin, H Niela-Vilen… - JMIR mHealth and …, 2022 - mhealth.jmir.org
Background: Heart rate variability (HRV) is a noninvasive method that reflects the regulation
of the autonomic nervous system. Altered HRV is associated with adverse mental or physical …

[HTML][HTML] The effects of increased mental workload of air traffic controllers on time perception: Behavioral and physiological evidence

E Balta, A Psarrakis, A Vatakis - Applied Ergonomics, 2024 - Elsevier
Research has shown that timing is modulated by mental workload, making duration
judgments a measure of cognitive demand, alongside subjective assessments, and …

pyPPG: a Python toolbox for comprehensive photoplethysmography signal analysis

MÁ Goda, PH Charlton, JA Behar - Physiological Measurement, 2024 - iopscience.iop.org
Objective. Photoplethysmography is a non-invasive optical technique that measures
changes in blood volume within tissues. It is commonly and being increasingly used for a …

Using explainable AI to investigate electrocardiogram changes during healthy aging—From expert features to raw signals

G Ott, Y Schaubelt, JM Lopez Alcaraz, W Haverkamp… - Plos one, 2024 - journals.plos.org
Cardiovascular diseases remain the leading global cause of mortality. Age is an important
covariate whose effect is most easily investigated in a healthy cohort to properly distinguish …